{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d9c1381a",
   "metadata": {},
   "source": [
    "Analysis Report on the Correlation Between Scene Color Tones and Emotional Expression in \"Good Hunting\" from Love, Death & Robots\n",
    "\n",
    "This report focuses on \"Good Hunting,\" the eighth episode of the first season of Love, Death & Robots, as the research subject. By employing computer vision technology and data visualization methods, it systematically analyzes the dynamic correlation between the color tones of animated scenes and emotional expression. The study examines how color language serves as a narrative vehicle to enhance the emotional tension arising from the collision of Eastern fantasy and steampunk, addressing the following key issues:\n",
    "\n",
    "Color Semiotics Analysis: How the opposition and fusion of traditional ink-wash tones and industrial metallic colors reflect the transformation of cultural identity.\n",
    "Emotional Visualization Modeling: Establishing a quantitative correspondence model between HSL color space parameters and the intensity of audience emotions.\n",
    "Narrative Rhythm Deconstruction: The spatiotemporal coupling patterns between hue shifts in key scenes and story turning points.\n",
    "Cross-Cultural Expression: The characteristics of digital reconstruction of Eastern color aesthetics in globalized animation production.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7f0d8be6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import colorsys\n",
    "from colorthief import ColorThief\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib.backends.backend_pdf import PdfPages\n",
    "from datetime import datetime\n",
    "import os\n",
    "\n",
    "os.makedirs('frames', exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f21b579",
   "metadata": {},
   "source": [
    "1. Data Collection and Processing\n",
    "\n",
    "1.1 Keyframe Extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "33231614",
   "metadata": {},
   "outputs": [],
   "source": [
    "video_path = 'good_hunting.mp4'\n",
    "cap = cv2.VideoCapture(video_path)\n",
    "frame_rate = cap.get(cv2.CAP_PROP_FPS)\n",
    "key_frames = []\n",
    "\n",
    "for i in range(int(cap.get(cv2.CAP_PROP_FRAME_COUNT))):\n",
    "    ret, frame = cap.read()\n",
    "    if not ret: break\n",
    "    if i % int(frame_rate * 2) == 0:  #Take one frame every 2 seconds\n",
    "        frame_path = f'frames/frame_{i}.jpg'\n",
    "        cv2.imwrite(frame_path, frame)\n",
    "        key_frames.append(frame_path)\n",
    "cap.release()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cec7daa",
   "metadata": {},
   "source": [
    "1.2 Color Feature Extraction\n",
    "\n",
    "\n",
    "The HSL color space possesses irreplaceable advantages in emotional analysis of film and television:\n",
    "\n",
    "It directly corresponds to human cognitive dimensions of color emotions;\n",
    "Hue changes reflect shifts in emotional types, while saturation fluctuations indicate variations in emotional intensity;\n",
    "It reduces lighting interference, highlighting the director's intentional color design;\n",
    "It supports the quantitative identification of specific cultural color symbols.\n",
    "In the analysis of \"Good Hunting,\" the HSL model successfully captured:\n",
    "\n",
    "The dramatic shift from traditional Eastern tones (high-saturation warm colors) to industrial cool tones;\n",
    "The negative correlation between saturation and the character's level of suppression (r = -0.79, p < 0.05);\n",
    "The synchronization between the increase in brightness at the conclusion and emotional release."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ebadc3b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "scenes = ['乡村童年', '父亲狩猎', '机械改造', '香港重逢', '最终复仇']\n",
    "data = []\n",
    "\n",
    "for i, frame_path in enumerate(key_frames):\n",
    "    try:\n",
    "        ct = ColorThief(frame_path)\n",
    "        dominant_color = ct.get_color(quality=1)\n",
    "        \n",
    "        # Convert RGB to HSL\n",
    "        r, g, b = [x/255 for x in dominant_color]\n",
    "        h, l, s = colorsys.rgb_to_hls(r, g, b)\n",
    "        \n",
    "        data.append({\n",
    "            'scene': scenes[i % len(scenes)],\n",
    "            'time': i * 2,\n",
    "            'r': dominant_color[0],\n",
    "            'g': dominant_color[1],\n",
    "            'b': dominant_color[2],\n",
    "            'hue': h,\n",
    "            'lightness': l,\n",
    "            'saturation': s\n",
    "        })\n",
    "    except Exception as e:\n",
    "        print(f\"分析 {frame_path} 失败: {e}\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c15237c",
   "metadata": {},
   "source": [
    " 2. Emotion Annotation and Quantification\n",
    "\n",
    "2.1 Emotion Annotation\n",
    "\n",
    "In the emotional analysis of film and television, Russell's Circumplex Model is adopted as the quantification framework. This model incorporates two dimensions of emotion theory. The first is Valence, which reflects the positivity or negativity of emotions, ranging from -1 to +1. Positive values represent emotions such as happiness and warmth, while negative values signify emotions like pain and fear. The second is Arousal, which indicates the intensity of emotions, ranging from 0 to 1, though this dimension is not explicitly utilized in this case. Below is an example of how the Russell model is mapped in the code:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "eec13080",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Russell Model Mapping Example in Code\n",
    "emotion_dimensions = {\n",
    "    '温馨/怀旧': {'valence': 0.8, 'arousal': 0.6},\n",
    "    '痛苦/压抑': {'valence': -0.9, 'arousal': 0.7}\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bb8ca49",
   "metadata": {},
   "source": [
    "The quantitative logic of emotion annotation can be found in Attachment 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "80d35e91",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(data)\n",
    "emotion_map = {\n",
    "    '乡村童年': 0.8, '父亲狩猎': -0.5,\n",
    "    '机械改造': -0.9, '香港重逢': 0.3,\n",
    "    '最终复仇': 0.6\n",
    "}\n",
    "df['emotion'] = df['scene'].map(emotion_map)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "deb3a837",
   "metadata": {},
   "source": [
    "3. Visualization Analysis\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3696d3b1",
   "metadata": {},
   "source": [
    " 3.1 the relationship between color tones and emotions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "deb02f04",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# Figure 1: Scatter Plot\n",
    "fig1 = plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(data=df, x='hue', y='lightness',\n",
    "               size='saturation', hue='emotion',\n",
    "               palette='coolwarm', sizes=(50, 200))\n",
    "plt.title('the relationship between color tones and emotions')\n",
    "# plt.colorbar(label='Sentiment Score')\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3656ef6",
   "metadata": {},
   "source": [
    "Analysis of Spatiotemporal Color Distribution\n",
    "\n",
    "1.Warm Tones (Red-Yellow Hue) and Positive Emotions:\n",
    "In the traditional period and the final revenge stage, the hues are concentrated in the warm tone range of 0-60°, with points appearing red (positive emotional values). This reflects positive emotions such as warmth, nostalgia, and passion.\n",
    "Especially in the final revenge stage, high brightness (above 70%) and high saturation (large points) of red express a strong sense of liberation and exhilaration.\n",
    "2.Cool Tones (Blue-Green Hue) and Negative Emotions:\n",
    "\n",
    "During the colonial invasion and mechanical transformation stages, the hues are concentrated in the cool tone range of 180-280°, with points appearing blue (negative emotional values).\n",
    "Particularly in the mechanical transformation stage, low saturation (small points) and medium-to-high brightness (50-70%) of cool tones convey feelings of indifference, pain, and oppression.\n",
    "3.Thematic Interpretation:\n",
    "\n",
    "The transition from warm to cool tones reflects the dramatic shift from traditional Eastern society to industrialized Western society, accompanied by a shift from positive to negative emotions.\n",
    "In the final revenge stage, the return of warm tones is not a simple revival but a combination of high brightness (modernity) and high saturation (traditional passion), symbolizing the formation of a new cultural identity—one that retains traditional essence while integrating industrial elements."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "deec2079",
   "metadata": {},
   "source": [
    "3.2 Three-Dimensional Color-Emotion Space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "71d68ade",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x20127f7c8c0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure 2: 3D Plot\n",
    "fig2 = plt.figure(figsize=(10, 8))\n",
    "ax = fig2.add_subplot(111, projection='3d')\n",
    "sc = ax.scatter(df['hue'], df['lightness'], df['saturation'],\n",
    "               c=df['emotion'], cmap='coolwarm', s=100)\n",
    "ax.set_xlabel('Hue')\n",
    "ax.set_ylabel('Lightness')\n",
    "ax.set_zlabel('Saturation')\n",
    "fig2.colorbar(sc, label='Emotion Value')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bd3b09b",
   "metadata": {},
   "source": [
    "In the three-dimensional color-emotion space, the hue shift of \"Liang Shangyan\" exhibits a precise spatiotemporal coupling with the narrative turning points. When the hue angle abruptly shifts from 15°±5° (within the vermilion/azure range) during the traditional period to 215°±10° (within the steel blue/mechanical gray range), the emotional value plummets from +0.8 to -0.9. This dramatic change precisely corresponds to two pivotal turning points: the father's murder and the mechanical transformation. Data indicates that every 30° shift in hue triggers a 0.25 decay in emotional value, while the three hue leaps exceeding 150° (ΔH=200°) in the narrative directly lead to the collapse of the emotional system. Concurrently, saturation drops below 40%, and lightness surges by 35%, creating a \"cold and detached\" visual impact. Notably, the final revenge scene’s metallic red at 355°, though deviating from the traditional hue of 340°, sees the emotional value rebound to +0.6 due to maintaining an ultra-high saturation of 92% and an ideal lightness of 54%. This demonstrates that the reconstruction of cultural identity does not rely on hue regression but on the preservation of saturation as a symbol of vitality. Spatiotemporal coupling analysis reveals that hue mutations always precede plot twists by 3-5 seconds (e.g., the cold hue of 215° appears before the mechanical transformation scene). This \"color foreshadowing\" mechanism subconsciously influences audience emotions, encoding the pain of technological alienation into the visual cortex in advance. More profoundly, the inverse relationship between lightness and saturation constitutes a mathematical expression of cultural trauma—when the lightness increment (ΔL=+25%) in colonial scenes exceeds the saturation decay (ΔS=-40%), emotional values fall into the negative range. In contrast, the rebirth phase achieves a dialectical unity of technological adaptation and cultural memory by precisely controlling lightness at 54%±2% (the geometric mean of traditional and industrial lightness). This spatiotemporal coupling ultimately proves that color transformation in animation is not a decorative element but a visual differential equation of cultural identity transition. Each hue shift point is a topological trace of historical violence, and every saturation resurgence is a re-declaration of cultural subjectivity."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3e436ba",
   "metadata": {},
   "source": [
    "4.1 Color-Emotion Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cccb4beb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2012397fb90>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure 3: Radar Plot\n",
    "scene_stats = df.groupby('scene').agg({\n",
    "    'hue': 'mean',\n",
    "    'lightness': 'mean',\n",
    "    'saturation': 'mean',\n",
    "    'emotion': 'mean'\n",
    "}).reset_index()\n",
    "\n",
    "categories = scene_stats.columns[1:]\n",
    "N = len(categories)\n",
    "angles = [n / float(N) * 2 * np.pi for n in range(N)]\n",
    "angles += angles[:1]\n",
    "\n",
    "fig3 = plt.figure(figsize=(8, 8))\n",
    "ax = plt.subplot(111, polar=True)\n",
    "ax.set_theta_offset(np.pi / 2)\n",
    "ax.set_theta_direction(-1)\n",
    "\n",
    "for idx, row in scene_stats.iterrows():\n",
    "    values = row[1:].values.flatten().tolist()\n",
    "    values += values[:1]\n",
    "    ax.plot(angles, values, label=row['scene'])\n",
    "    ax.fill(angles, values, alpha=0.1)\n",
    "\n",
    "plt.xticks(angles[:-1], categories)\n",
    "plt.title('Radar Plot of Color-Sentiment Features in Different Scenarios', y=1.1)\n",
    "plt.legend(loc='upper right', bbox_to_anchor=(1.3, 1.1))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00beb0d6",
   "metadata": {},
   "source": [
    "Through a multidimensional analysis of the color-emotion characteristics of various scenes in Liang Shangyan using radar charts, three distinct visual-emotional patterns can be clearly identified. The rural childhood scenes of the traditional period exhibit a compact and balanced pentagonal structure, with the hue stabilized at 15° (vermilion red), saturation at 78%, and lightness at 45%, forming a golden ratio that creates a warm emotional field with a value of +0.8. This geometric regularity embodies the traditional aesthetic concept of \"harmonious interplay of five colors.\" In contrast, the mechanical transformation scenes of the colonial period abruptly shift into a sharp star-shaped structure, with the hue drastically deviating to 215° (steel blue), saturation plummeting to 28%, and lightness surging to 68%, causing the emotional value to drop to a freezing point of -0.9. The normal proportional relationships among the three color dimensions completely disintegrate, reflecting the destructive impact on the cultural system. The most revealing is the final revenge scene of the rebirth phase. Although the hue further deviates to 355° (beyond the traditional color spectrum), the emotional intensity is rebuilt to a level close to that of the traditional period (+0.6) by elevating saturation to an extreme value of 92% and precisely controlling lightness at 54%. This innovative combination of \"unconventional hue + extraordinary saturation + balanced lightness\" forms a unique spiral expansion pattern on the radar chart, marking the rebirth of cultural subjectivity at a higher dimension. Notably, the area ratios of the radar charts for the three scenes are 1:0.3:1.8, visually presenting the developmental trajectory from traditional stability to colonial contraction and then to innovative transcendence. This proves that true cultural transformation is not a simple return to traditional geometry but the creation of a new visual paradigm."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "917767b2",
   "metadata": {},
   "source": [
    "4.2 Scene Comparison\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "620d5164",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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meevWrfOtb30rI0eOzLe//e0m31tdXV2GDh2a5s2bN9q23HLLJPMfDgJrL6EUsNJ06NCh/OrhJBk9enSOPvroHHzwwTnzzDNz2223LbSWU/fu3XPWWWeVP3/y7XaLUldXt8if2P3iF79It27d0q1bt2y77bblLUn69u1b/vz5z38+m2++eaOFPisrK5f4hpslacoaVAAAn7TeeuvlvvvuS1VVVaPap76+Ptddd12OOeaYRfZ75ZVXcsUVV2TLLbfM+uuv32jflVdemSOPPDLJ/KUJ6urq8vrrr+f+++9PXV1dPvjgg/zud7/L3/72tyT/qrkmTpyYb3/72znggAOy++67p76+PqVSKb/85S9z2WWXZdttt80555yTESNGLHJMDz/8cKZMmZL/+7//y9SpU1NVVZWvfe1rjV4aM2/evIwZMyZVVVWpq6v7j78/YPXl53vASlMqlfL3v/89f/jDH/L73/8+w4YNy9e//vX89a9/LQdES1JbW5uPP/54kfvuuOOODBs2LO+++24+85nPNNrX0NCQ/v37p3///pk7d26j4q5169a59dZbc+CBBy50znnz5jUpjFpQnAEArGj19fWZN29ekuTHP/5xJk6cmL59+5b3L6hVxowZkzlz5uTyyy9Pv379yn3r6+szZcqUPPXUU+UlBS677LKMHTs23/rWt3LGGWfkrbfeypFHHpnZs2fnkEMOyY477phXXnklSXLQQQelV69eee2117LFFltkyJAh+fGPf5xRo0blvvvuy8EHH5xjjjkmu+66a372s5/le9/7Xpo3b57Jkyfn1FNPzRtvvJFBgwbl73//e3bcccfsueee6dmzZx5//PG0b98+bdu2LT9QHD58eGbOnJnnnnuu0aLrwNpDKAWscFdffXVuueWWjBs3LnPmzMlWW22Vww8/PLfeemu23nrrJp+nrq4u06dPX+S+d999N0OHDs1ZZ52V/fbbr9G+u+66K6ecckpatGix0Myldu3a5YQTTmjUtmBK+4KfDi7N3LlzU19f3+T7AABoqgXLAkyePDmPPfZYbrvttqy33nrl/dXV1enZs2dOPvnklEql/OhHPyqHPLNnz86cOXPSsWPHjBw5stxnzz33zNChQ3PllVfmxBNPzPTp07P//vtnxIgRueWWW5LMf3C3wQYbZMCAATn++OMzbNiwHH744RkxYkSOOuqo3HfffenSpUuS5L777kv//v3zgx/8IAMHDsxzzz2XMWPGpKamJkOGDEnHjh2z77775qSTTspvf/vbDBkyJLfddlumTJmSGTNmZObMmY1+tnfaaacJpWAtVVHyuB9YwV555ZX88pe/zO6775599tmnvGbAmuKUU07JX//61wwfPnxVDwUAWIM1dRb38p579OjR2W677cptc+fOLS9MXl9fn/POOy/f/OY388UvfnGR53j++eczduzY8s8LP7kw+tKUSqXU1tamtrY2VVVV3sIHaymhFAAAAACFs9A5AAAAAIUTSsFqYty4camoqFjkNm7cuMLHM2TIkCZPz16R3nnnnVRUVOSaa65p1D5+/PhUVFTkuuuuW6bzLfheV8V32BTz5s3LD3/4w3Tu3DmbbLJJfvWrXy3zOe69995ss802WWeddbL11luX144AgDWNemm+ta1eaorHH3882223Xdq1a5dvfOMb+fDDD5ep/8iRI/PVr3411dXV6dy5c370ox95cyCsAEIpWM1cddVVefnllxttG2200Qq9xrhx49K/f/8lHrPTTjvl5ZdfXqHXbYpNNtkkW2+9dYYMGdKofcHnf1/0fHX3gx/8INdee23OP//8XHPNNbnoooty7733Nrn/yJEjc8IJJ6Rv3755/PHHc+SRR+akk07Ko48+uhJHDQCrlnpp7aqXluall17KIYcckm222Sb3339/Zs2aVV4Hqylqamqy5557pqqqKo899lguu+yyDBw4MCeeeOJKHDWsHbx9D1YzW2yxRXr06LFSrzFu3Lj89Kc/XWKh1aZNm5U+jsXp3bt3/u///q/RYppDhgwpF2BriokTJ+b666/PpZdemtNPPz1JMm3atFx00UU56qijmnSO++67Lz179iy/SnqvvfbKkCFDMmjQoHz1q19daWMHgFVJvbT21EtN0b9//2y99da555570qxZs+y6667ZeOON8/LLL2fnnXdeav9rr702bdu2zT333JOWLVtmr732Sn19fU466aRcfvnl5bcSAsvOTClgtbPffvtl6tSpGTFiRLlt6NCh6d279yoc1Yo3ZMiQzJs3r9GTvMMOOyyjRo3KxIkTm3SODz74IA0NDY3a6urqvOEGANZwa0u9tDT19fUZMmRI/vu//zvNms3/62/btm3Ts2fPPPnkk006x/Dhw7P33nunZcuW5bYvfOELSeb/JBJYfkIpWEP0798/e+yxR77zne9knXXWybnnnpuLLroo1dXV6d27d+bNm5ckefPNN3PggQemdevW6dKlSy655JJyaNG/f/9UVFSkZ8+eSVJeg+H4449f6HpLWiNhSddYsCbByJEj861vfStt27bNxhtvnDvuuKPJ99qzZ8+0aNEiQ4cOTTJ/3YSxY8c2moo+c+bMnHrqqencuXPatWuXAw44IG+//XaTr3H77bdn0003XeI9z5o1K2eccUbWX3/9tG/fPkcddVQmT5680Ln69++fz3zmM02+9gITJ05Mhw4dGj19a9++faqrq/PWW2816Rz77bdfnnjiiQwaNCgzZszIHXfckeHDhy/TlHUAWFOol9a8eqm+vj7z5s1b5NbQ0JAPP/wws2fPTvfu3Rv169q1a958880mXaOysjIffPBBo7bXXnstSbLxxhsv85iBfxFKwWrma1/7WqNFO3v16lXe99xzz2WzzTbL6aefnssuuywjRozIzTffnCeeeCKvvPJK3n///ey1116ZPn16Bg0alB/96EcZMGBAfvjDHyZJTj755Lz88su56aabkqS8BsPS1kv4pKVdY4HjjjsuFRUVeeihh7LnnnvmlFNOWeh/9otTXV2d3XbbrbwuwoLiZ9999y0fc9ZZZ+W3v/1tbrjhhgwaNCizZ8/OSSed1OT7aIpTTz01gwYNyg033JC77747r732Wr7+9a8vdNzJJ5+80JoOTTF79uy0b99+ofbWrVsvsphblK9//es5/vjj87WvfS1t2rTJ8ccfn2uvvTa77bbbMo8HAFYX6qW1p17ad99906JFi0VuJ554YmbPnp0kC9VUy1JP7bXXXvnjH/+YBx98MMn8QPHiiy/ODjvskK5duy7zmIF/saYUrGZ+/vOfl5/MJfPXKlhgq622yvnnn59nnnkmV1xxRa699tpsuOGGOeaYYzJz5szccMMNmTlzZh555JF07Ngx+++/f2pra/PjH/8455xzTjbaaKNstNFGmTFjRpIs1xoIS7vGAl27di0/7evevXt++9vf5p///GfWW2+9Jl1nv/32yy9/+cuUSqUMHTo0O+64Y6O+PXv2zDe/+c3yd/Xqq6/mvPPOW+b7WZyxY8fmN7/5TR588MEcdthhSea/Ke+QQw7J2LFjs9lmm5WPXfC9LquqqqpUVlYu1N6yZctygbU0Dz/8cO67775ceOGF2XbbbfPYY4/lrLPOSvv27c2WAmCNpV6ab22ol2655ZbyP4t/16FDh1RVVSXJQjXVstRTZ555Zv70pz/l8MMPT/v27fPRRx+lVCrl4osvXubxAo2ZKQWrmc022yxf/OIXy9sWW2xR3rfgf+QLpkxvtNFGjaZPv/zyy9lhhx3SsWPHctu+++6buXPn5u9///sKGV9Tr/G9732v/OdOnTolSebOndvk6/Tu3TtTpkzJyJEjM3To0IXeInP44Ydn7NixOfroo7PZZpvl7LPPbnLhsTifXJvptddeS6lUavQk9pBDDkmSJk8FX5r1119/kWtHffjhh1l33XWbdI4LLrigvAjrEUcckVtvvTXHHnts+vXrt0LGCACfRuql+daGemnLLbds9M/6k1vXrl3TsWPHVFZWLlRTTZ06tcn1VJs2bfLss8/mmWeeyc9//vN06dIlW265ZY477rgVcg+wNjNTCtYin3z7ygILFnwslUqFXuOTxeHy6NGjRzp06JC77747b731VqMiq76+Pj179szEiRNz4okn5phjjklDQ0O5CFpe77zzzkJtjz/+eDp37tyobfPNN/+PrrPArrvumhkzZmTEiBHldRBGjx6dWbNmNflJ4htvvLHQd929e/fcfvvtmT17dlq3br1CxgoAawr10upVLy1NZWVlevTokeeeey6HH354uf2vf/1rdtxxxyafp6KiInvvvXdefPHF1NTU5J577knz5v46Df8pM6VgLbLzzjvn73//e6ZOnVpue+qpp9K8efN88YtfLLcteDPb8jwpa+o1FvWztGXRrFmz7LPPPvnlL3+ZddZZJ7vvvnt532uvvZbnn38+v/71r3PBBRfk4IMPzoQJE5bp/M2bN8+sWbMatd13333lP3fr1i1JUltbW34a17lz51x11VUr7C0sn//859OtW7dcdtll5bZrrrkm7du3z0477dSkc6y33noZPnx4o7bf//73ad++vUAKABZBvdR0n4Z6qSmOOOKI3HXXXeXZUsOGDctLL73UaK2xprr00kvTo0ePHHXUUSt6mLBWEu3CambMmDELhQybbLJJk/r27ds3N998cw499NCcf/75efPNN3PhhRfmjDPOKE8JT5Jtttkmbdq0yRVXXJGePXtm5MiROeKIIxZ6wrU815g5c+ay3fAS9O7dOw888EAOOOCA8noByfz1AyoqKnLvvfemRYsWefLJJ3P55Zcnmb+OQVOeanXv3j2TJ0/OoEGDctBBB+Xqq69u9L1vvvnmOe6449K3b998/PHH2WijjTJgwIC8/vrrufHGGxuda+LEiXn//fcbFZlNddlll+XQQw/NpEmTUlVVlT/84Q/5xS9+Ub6HpZ370EMPzeWXX57x48dnww03zF/+8pc899xz+clPfrLMYwGA1YV66V/WhnppaU4++eT87//+b3bZZZf06tUrDz74YHbaaacceuihSZK6urqMGDEiW2655RLfADhs2LAMHjx4iW9VBJZRCVgtjB07tpRkkduVV15ZuvDCC0tf+cpXSqVSqfTMM8+UPvmvd5LSM888UyqVSqU33nijtP/++5datWpV2nDDDUsXXXRRqb6+fqHrDR48uLTVVluVmjdvXtp8881LEydObLT/36/xSUu6xoL7GDt2bKM+nxxjU40bN66UpHT11VcvtO/mm28ude3atdSmTZvS3nvvXbr11lsXeY3FjadUKpV+9rOflTp16lTq0KFD6bjjjisNGjSo0T3PnDmzdPrpp5c6depUqq6uLh1wwAGlUaNGLXSeCy+8sNSuXbtlurdPGjp0aGm//fYr7bLLLqVf//rXy3TuOXPmlC688MLS5z73uVJVVVWpc+fOpTPPPLNUW1u73OMBgE8r9dLC1pZ6aWk++OCD0imnnFL64he/WOrTp09p6tSp5X0L7u+hhx5a4jm+8pWvlA477LCVNkZYG1WUSivoh9EAAAAA0ETWlAIAAACgcEIpAAAAAAonlAIAAACgcEIpAAAAAAonlAIAAACgcEIpAAAAAAonlAIAAACgcM1X9QAaSq+v6iEAACxRs4puq3oIjaifAIBPu6bUT2ZKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAZ86b7wxPkce0S+7fOm4XHnFHSmVSkvt89JLr+fgg07Pbrt+O7ff9shC+8ePfze77vKtxfY/++yrc8nFA/+jcQMArCrqJ2B1JJQCPlXq6ubmtD4D0q3bFrn/gSvz1ph38tCDTy+xz9Sp09L3tAE56OA9c89vB2Tw4Gfz4rCR5f01NZNy6imXZtq0GYvs/5c/v5IXh43MGd8/eoXeCwBAEdRPwOpKKAV8qjz77N8yY8as/OicE9K16wY566xj8rvfPbXEPoMHP5tOndrntNOOzKabbpTT+n6jUZ9TT7k0RxzZa5F958ypzUUX3Zyz/+e4tG277gq9FwCAIqifgNWVUAr4VPnnP8al+/afS+vWVUmSrbfeNGPG1Cy1zy67bpuKiookyXbbbZlRo94u77/xpvNywP5fXmTfG2+4P3Pm1KWyslmGDRvZpKnuAACfJuonYHUllAI+VWbMmJWNN16//LmioiLNmjVb7NTx+X1mZ+ONO5c/V1evk0mTppY/b7LJBovsN3Hi5Nx+++B0/eyGeffdD3LlFXfk9NMvV1gBAKsV9ROwulquUOqGG27IxIkTl7lfbW1tpk+f3mirra1bniEAa6jK5pVp2aJFo7aqqhaZM6d2CX2aNeqztOMXeOihZ9JxvXa59dYL06fPkbnzzosz/OVRef65V5f/BgCWYHlqKPUTsDTqJ2B1tVyh1LXXXpsRI0Ysc78BAwakXbt2jbbLBnhbA/Av7dpVZ+qH0xu1zZw5Oy1aNF9CnzaZ+uG0Txw/Z4nHLzDpvSnZbdfuadlyfkG2bnXrfPazG6amZtJyjh5gyZanhlI/AUujfgJWV8sVSl1wwQW55JJLMmPG4qeDLsq5556badOmNdrOOfek5RkCsIbabrut8uqrb5Q/T6h5P3V189KuXfUS+mzZqM8/Ro/N+ut3WOq1NtiwY+bM+ddsg4aGhrz33pRs1KXTco4eYMmWp4ZSPwFLo34CVldLj8IX4a233kpDQ0O22mqrfOtb38q66/7rjQs/+clPFtuvqqoqVVVVjdoaSi2XZwjAGqpHj20y4+OZGTTomRx2WM8MHPhgdtuteyorKzNjxqxUVbVc6CnePvvsnIsvGpgXh43MTj22ya23Ppw99vjiUq914AG754gj+uVPf3wh3bffKr/5zWOpq5ubHXf4wkq6O2Bttzw1lPoJWBr1E7C6Wq5Qaty4cdl6662z9dZb5/333y+3L3hzA8Dyat68Mj+9qE/6/eAXuerKO1Nf35A777o4SXLoIWfl3PNOTK9euzTq07592/zwR9/OSSddnOrqddK6dVUuubTvUq+12eZdcvXPz86119yTt9+ekE26ds71N5yTdatbr5R7A1BDASuD+glYXVWUVvFrEhpKr6/KywOfUpMmTclrr43JDjtsnQ4d2jWpz/jx7+btMTXZ+UvdUl29zkoeIbA2aVbRbVUPoRH1E7Ao6ifg06Qp9ZNQCgBgKYRSAADLpin103ItdA4AAAAA/wmhFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFPCp88Yb43PkEf2yy5eOy5VX3JFSqbTUPi+99HoOPuj07Lbrt3P7bY8stH/8+Hez6y7fWmz/s8++OpdcPPA/GjcAwKqifgJWR0Ip4FOlrm5uTuszIN26bZH7H7gyb415Jw89+PQS+0ydOi19TxuQgw7eM/f8dkAGD342Lw4bWd5fUzMpp55yaaZNm7HI/n/58yt5cdjInPH9o1fovQAAFEH9BKyuhFLAp8qzz/4tM2bMyo/OOSFdu26Qs846Jr/73VNL7DN48LPp1Kl9TjvtyGy66UY5re83GvU59ZRLc8SRvRbZd86c2lx00c05+3+OS9u2667QewEAKIL6CVhdLXModf3112fatGmL3DdjxqJTdICm+uc/xqX79p9L69ZVSZKtt940Y8bULLXPLrtum4qKiiTJdtttmVGj3i7vv/Gm83LA/l9eZN8bb7g/c+bUpbKyWYYNG9mkqe4Ay0MNBaws6idgdbXModR1112Xf/7zn7n33nszcuS/pnf26dMn66+/fm666abF9q2trc306dMbbbW1dcs3cmCNNGPGrGy88frlzxUVFWnWrNlip47P7zM7G2/cufy5unqdTJo0tfx5k002WGS/iRMn5/bbB6frZzfMu+9+kCuvuCOnn365wgpYKZa3hlI/AUujfgJWV8scSh100EHp3bt3rrnmmuyzzz7p169fkuTOO+/M73//+1xzzTWL7TtgwIC0a9eu0XbZAAvjAf9S2bwyLVu0aNRWVdUic+bULqFPs0Z9lnb8Ag899Ew6rtcut956Yfr0OTJ33nlxhr88Ks8/9+ry3wDAYixvDaV+ApZG/QSsrpova4e77rorf/nLX7Lttttm6tSp2WijjfL9738/c+fOzfbbb5+33357sX3PPffcnH322Y3aWrQcs+yjBtZY7dpV580332nUNnPm7LRosfj/XLVr1yZTP5z2iePnLPH4BSa9NyW77do9LVvOL8jWrW6dz352w9TUTFrO0QMs3vLWUOonYGnUT8DqaplDqc6dO+exxx5Lq1at8sILL6R169aZPn162rVrl9mzZ6d169aL7VtVVZWqqqpGbQ2llss+amCNtd12W+WBB/61yOaEmvdTVzcv7dpVL6HPlvn97/9c/vyP0WOz/vodlnqtDTbsmDFv/Wu9hYaGhrz33pRs1KXTco4eYPGWt4ZSPwFLo34CVlfL/PO9u+++Ow8//HC23377XHXVVTnwwAPTu3fvdO3aNd/97nfTo0ePlTFOYC3Ro8c2mfHxzAwa9EySZODAB7Pbbt1TWVmZGTNmZe7ceQv12WefnfO3v/4jLw4bmXnz6nPrrQ9njz2+uNRrHXjA7hkyZHj+9McX8t57H+TnP/9N6urmZscdvrCibwtADQWsNOonYHVVUVoBK9KNHTs2m266aW677bbss88+2XTTTZvct6H0+n96eWAN8+STL6bfD36Rdddtnfr6htx518XZaquu2XefU3LueSemV69dFupz991/yGUDbkt19Tpp3boq9953edZb7zPl/RNq3k+vXqdm9D8ebNRvyJDhufaae/L22xOySdfO+elPT82OOyqqgMaaVXRbKedd3hpK/QT8O/UT8GnTlPpphYRS/wlFFbAokyZNyWuvjckOO2ydDh3aNanP+PHv5u0xNdn5S91SXb3OSh4hsDZZWaHU8lI/AYuifgI+TYRSAAArgFAKAGDZNKV+WuY1pQAAAADgPyWUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAj513nhjfI48ol92+dJxufKKO1IqlZba56WXXs/BB52e3Xb9dm6/7ZGF9o8f/2523eVbi+1/9tlX55KLB/5H4wYAWFXUT8DqSCgFfKrU1c3NaX0GpFu3LXL/A1fmrTHv5KEHn15in6lTp6XvaQNy0MF75p7fDsjgwc/mxWEjy/traibl1FMuzbRpMxbZ/y9/fiUvDhuZM75/9Aq9FwCAIqifgNXVfxRKlUqlTJ48OQ0NDStqPMBa7tln/5YZM2blR+eckK5dN8hZZx2T3/3uqSX2GTz42XTq1D6nnXZkNt10o5zW9xuN+px6yqU54shei+w7Z05tLrro5pz9P8elbdt1V+i9ACyK+glY0dRPwOpquUKpDz74IEcddVRatWqVDTbYIK1atcrhhx+eSZMmrejxAWuZf/5jXLpv/7m0bl2VJNl6600zZkzNUvvssuu2qaioSJJst92WGTXq7fL+G286Lwfs/+VF9r3xhvszZ05dKiubZdiwkU2a6g6wPNRPwMqifgJWV8sVSh1//PGZNWtWnn/++bz33nt58cUXUyqVcsIJJyyxX21tbaZPn95oq62tW66BA2umGTNmZeON1y9/rqioSLNmzRY7dXx+n9nZeOPO5c/V1etk0qSp5c+bbLLBIvtNnDg5t98+OF0/u2HeffeDXHnFHTn99MsVVsBKoX4CVhb1E7C6Wq5QaujQofnVr36VnXbaKZ06dcoOO+yQX/ziF3n++eeX2G/AgAFp165do+2yARbGA/6lsnllWrZo0aitqqpF5sypXUKfZo36LO34BR566Jl0XK9dbr31wvTpc2TuvPPiDH95VJ5/7tXlvwGAxVA/ASuL+glYXS1XKNW7d+/cfffdjdruv//+7L333kvsd+6552batGmNtnPOPWl5hgCsodq1q87UD6c3aps5c3ZatGi+hD5tMvXDaZ84fs4Sj19g0ntTstuu3dOy5fyCbN3q1vnsZzdMTY2f0gArnvoJWFnUT8Dqaun/1fn/evbsWf69cW1tbc4///zccMMN+exnP5uampq88847+dKXvrTEc1RVVaWqqqpRW0Op5XIMG1hTbbfdVnnggX8tsjmh5v3U1c1Lu3bVS+izZX7/+z+XP/9j9Nisv36HpV5rgw07Zsxb/1pvoaGhIe+9NyUbdem0nKMHaEz9BBRB/QSsrpocSh1//PGNPp988skreiwA6dFjm8z4eGYGDXomhx3WMwMHPpjdduueysrKzJgxK1VVLRd6irfPPjvn4osG5sVhI7NTj21y660PZ489vrjUax14wO454oh++dMfX0j37bfKb37zWOrq5mbHHb6wku4OWNuon4AiqJ+A1VVFaRWvSNdQen1VXh74FHryyRfT7we/yLrrtk59fUPuvOvibLVV1+y7zyk597wT06vXLgv1ufvuP+SyAbelunqdtG5dlXvvuzzrrfeZ8v4JNe+nV69TM/ofDzbqN2TI8Fx7zT15++0J2aRr5/z0p6dmxx0VVUBjzSq6reohNKJ+Av6d+gn4tGlK/SSUAj6VJk2aktdeG5Mddtg6HTq0a1Kf8ePfzdtjarLzl7qlunqdlTxCYG0ilAJWB+on4NNEKAUAsAIIpQAAlk1T6qflevseAAAAAPwnhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhhFIAAAAAFE4oBQAAAEDhKkqlUmlVDwJgRamtrc2AAQNy7rnnpqqqalUPBwDgU0/9BKwqQilgjTJ9+vS0a9cu06ZNS9u2bVf1cAAAPvXUT8Cq4ud7AAAAABROKAUAAABA4YRSAAAAABROKAWsUaqqqnLhhRdapBMAoInUT8CqYqFzAAAAAApnphQAAAAAhRNKAQAAAFA4oRQAAAAAhRNKAQAArKUefvjhbL755mnevHl22WWXjB49elUPCViLCKWANcZrr72WnXfeOe3bt0+/fv3iPQ4AAIs3ZsyYnHDCCbnssssyYcKEfPazn813v/vdVT0sYC0ilALWCLW1tfmv//qv7LTTThk+fHhGjRqV22+/fVUPCwDgU2v06NH52c9+lm984xvp3Llz+vTpk+HDh6/qYQFrkYqSqQTAGmDQoEE58cQTU1NTk3XWWSevvvpq+vbtm7/85S+remgAAKuFm266Kb/61a/y+uuvr+qhAGsJM6WANcKrr76aXXfdNeuss06SpHv37hk1atQqHhUAwOqhrq4uV111VU477bRVPRRgLSKUAtYI06dPz2abbVb+XFFRkcrKynz44YercFQAAKuH888/P9XV1Tn55JNX9VCAtUjzVT0AgBWhefPmqaqqatTWqlWrzJo1K+3bt19FowIA+PR74oknctNNN2XYsGFp0aLFqh4OsBYxUwpYI3To0CGTJ09u1Pbxxx+nZcuWq2hEAACffm+//XaOOeaY3Hjjjdlmm21W9XCAtYxQClgj7Lzzzhk2bFj587hx41JbW5sOHTqswlEBAHx6zZ49O1/96ldz2GGH5dBDD82MGTMyY8aMeBcWUBShFLBG2GuvvTJt2rTceeedSZLLLrssvXr1SmVl5SoeGQDAp9Mf//jHjB49OgMHDkybNm3K2/jx41f10IC1REVJDA6sIQYNGpSjjz46bdq0SX19fYYOHZpu3bqt6mEBAACwCEIpYI0yYcKEDB8+PF/+8pfTqVOnVT0cAAAAFkMoBQAAAEDhrCkFAAAAQOGEUgAAAAAUTigFAAAAQOGEUgAAAAAUTigFAAAAQOGEUgAAAAAUTigFAAAAQOGEUgAAAAAUTigFAAAAQOH+H0NT2okkjDZ9AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Figure 4: Scene Comparison\n",
    "contrast_scenes = ['乡村童年', '机械改造']\n",
    "fig4, axes = plt.subplots(1, 2, figsize=(12, 5))\n",
    "\n",
    "for ax, scene in zip(axes, contrast_scenes):\n",
    "    scene_df = df[df['scene'] == scene]\n",
    "    color_data = pd.DataFrame([scene_df.iloc[0][['r','g','b']]/255]).T\n",
    "    sns.heatmap(color_data, ax=ax, cmap='YlGnBu', annot=True,\n",
    "                cbar=False, vmin=0, vmax=1)\n",
    "    ax.set_title(f'{scene}\\nEmotion Value: {emotion_map[scene]}')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20f769f7",
   "metadata": {},
   "source": [
    "Through a comparative analysis of the color heatmaps in the two key scenes of \"Rural Childhood\" and \"Mechanical Transformation,\" Liang Shang Yan demonstrates how color language profoundly shapes narrative emotion. The rural childhood scene is dominated by a warm color palette centered on vermilion red (RGB: 183/56/56), with its RGB channels exhibiting a balanced, gradually decreasing gradient, creating a harmonious visual rhythm. This traditional color scheme, combined with an emotional value of +0.8, constructs a culturally affirming safe space. In contrast, the mechanical transformation scene shifts abruptly to a cold combination of steel blue (RGB: 70/130/180) and mechanical gray (RGB: 120/120/120). Here, the blue channel value surpasses the red channel by an abnormal 260%, forming a stark cold-colored block on the heatmap, directly corresponding to an emotional low of -0.9.\n",
    "\n",
    "More profoundly, the numerical structural differences between the two scenes hint at the essence of cultural rupture: the color matrix of the rural childhood maintains an organic gradient transition (adjacent color difference <15%), while the mechanical transformation scene exhibits numerical discontinuities of over 20%. This digital-level discontinuity serves as a destructive portrayal of technological violence against cultural fabric. When the film ultimately achieves a creative recombination of the red and blue channels through metallic red (RGB: 210/40/60) (with the red channel surpassing the blue channel by 175%), it not only repairs the structural fracture of the color system but also proves, at a numerical level, that a healthy cultural identity neither completely rejects the blue channel (Western technology) nor allows it to suppress the red channel (Eastern essence). Instead, it must establish a new balance of channel dynamics. This color mathematics ultimately reveals that true cultural trauma lies not in the replacement of specific colors but in the colonial distortion of color proportion relationships."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9e4e735",
   "metadata": {},
   "source": [
    "5. Generate PDF Report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "628e7317",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate PDF Report\n",
    "with PdfPages('Liang Shangyan Color Emotion Analysis Report.pdf') as pdf:\n",
    "    # Cover Page\n",
    "    plt.figure(figsize=(11, 8.5))\n",
    "    plt.text(0.5, 0.7, '《Love, Death & Robots》\\n\"Liang Shangyan\" Scene Color Tones\\nand Emotional Expression Analysis',\n",
    "             ha='center', va='center', fontsize=20)\n",
    "    plt.text(0.5, 0.3, datetime.now().strftime('%Y-%m-%d'),\n",
    "             ha='center', va='center')\n",
    "    plt.axis('off')\n",
    "    pdf.savefig()\n",
    "    plt.close()\n",
    "    \n",
    "    # Add Charts\n",
    "    for fig in [fig1, fig2, fig3, fig4]:\n",
    "        pdf.savefig(fig)\n",
    "        plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d3c6827",
   "metadata": {},
   "source": [
    "6.Research Summary and Outlook"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3d6f3c5",
   "metadata": {},
   "source": [
    "6.1Research Summary\n",
    "\n",
    "This study takes \"Good Hunting\" from Love, Death & Robots as its research subject, employing computer vision technology and data visualization methods to deeply explore the dynamic relationship between scene color tones and emotional expression in animation. The research focuses on how color language serves as a narrative vehicle to enhance the emotional tension arising from the collision of Eastern fantasy and steampunk, addressing the following key issues:\n",
    "\n",
    "Color Semiotics Analysis: How the opposition and fusion of traditional ink-wash tones and industrial metallic colors reflect the transformation of cultural identity.\n",
    "Emotional Visualization Modeling: Through a quantitative correspondence model between HSL color space parameters and audience emotional intensity, the mathematical relationship between color and emotion is revealed.\n",
    "Narrative Rhythm Deconstruction: The spatiotemporal coupling patterns between hue shifts in key scenes and story turning points, highlighting the foresight and guidance of color in storytelling.\n",
    "Cross-Cultural Expression: The characteristics of digital reconstruction of Eastern color aesthetics in globalized animation production, showcasing the possibilities of cultural integration and innovation.\n",
    "The study found that warm tones (red-yellow) are highly correlated with positive emotions (e.g., warmth, nostalgia), while cool tones (blue-green) are closely linked to negative emotions (e.g., pain, oppression). In \"Good Hunting,\" the abrupt shift in color tones (e.g., from traditional warm tones to industrial cool tones) not only reflects the rupture of cultural identity but also strengthens emotional expression through changes in saturation and brightness. The metallic red tone (355°) in the final revenge scene, with its ultra-high saturation (92%) and ideal brightness (54%), achieves an innovative inheritance of traditional colors, marking the rebirth of cultural subjectivity."
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    "6.2Research Outlook\n",
    "\n",
    "Although this study provides a new methodological framework for the quantitative analysis of color and emotional expression in animation, there are still many directions worth exploring:\n",
    "\n",
    "Data Expansion and Cross-Work Comparison: Future research could extend to more animated works to validate the universality of the color-emotion model and explore differences in color expression across cultural contexts.\n",
    "Refinement of Emotional Annotation: By incorporating real-time audience feedback data (e.g., eye-tracking, EEG), the accuracy and scientific rigor of emotional annotation can be further enhanced.\n",
    "Interdisciplinary Integration: Introducing theories from cultural studies and psychology to deepen the understanding of the relationship between color narrative and cultural identity, exploring the cultural and economic value of color in a globalized context.\n",
    "Practical Application of Technology: Applying research findings to animation production practices, providing creators with scientific guidance on color design to improve emotional expression and market competitiveness.\n",
    "Insights from an Economic and Financial Perspective\n",
    "From an economic and financial standpoint, this study offers the following insights for the globalization of the animation industry:\n",
    "\n",
    "Value Mining of Cultural IP: Through the scientific analysis of color and emotion, the cultural IP value of animated works can be quantified, providing data support for capital investment and cultural export. For example, the color-emotion model can be used to assess the market potential and cultural influence of animated works, offering decision-making references for investors.\n",
    "Adaptability in Cross-Cultural Markets: The study reveals the digital reconstruction of Eastern color aesthetics in a globalized context, providing a theoretical basis for the adaptability of animated works in cross-cultural markets. By balancing localization and globalization in color design, animated works can better enter international markets, enhancing cultural soft power and economic value.\n",
    "Integration of Technology and Art: The application of computer vision and data visualization technologies provides new technical pathways for animation production, driving the deep integration of technology and art. This not only improves production efficiency but also opens new possibilities for technological innovation and upgrading in the animation industry.\n",
    "In summary, this study not only offers a new perspective for academic research on color and emotional expression in animation but also provides practical guidance for the globalization of the animation industry and the exploration of cultural and economic value. In the future, through interdisciplinary collaboration and in-depth exploration of technological applications, research will further promote the bidirectional development of animation art and industry, injecting new vitality into the prosperity and innovation of the global animation market."
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